Interactive graphics

class: center, middle, inverse, title-slide

# Interactive graphics
## SISBID 2017 <a href="https://github.com/SISBID/Module2" class="uri">https://github.com/SISBID/Module2</a>
### Di Cook (<a href="mailto:dicook@monash.edu">dicook@monash.edu</a>, @visnut) Heike Hofmann (<a href="mailto:heike.hofmann@gmail.com">heike.hofmann@gmail.com</a>, @heike_hh)
### 07/12-14/2017

---

# Choices of packages

- `ggvis`: both static and interactive graphics, interactive is very much a work in progress (Wickham)
- `plotly`: has come a long way in the last 12 months, part of Carson Sievert's PhD thesis research. The beauty is that is builds directly onto ggplot2
- `animint`: Hasn't progressed much in the last year, needs special copy of ggplot2 (Hocking, et al)
- `htmlwidgets`: has progressed a lot in 12 months, providing the base for other packages, e.g. `plotly` (Chang)
- `rCharts`, `rbokeh`, `gridSVG`, `epivizr`, `cranvas`

---
# ggvis

Built on the javascript library `vega`

```r
library(ggvis)
data("economics", package = "ggplot2")

ggvis(economics, x=~date, y=~psavert)
```

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---
#

```r
economics %>%
  ggvis(~date, ~psavert) %>%
  layer_points() %>%
  layer_smooths()
```

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ggvis.getPlot("plot_id233628427").parseSpec(plot_id233628427_spec);
</script>

---
# Interactivity

The coolest thing about ggvis is that plot
parameters don't need to be static: they
can be interactive

- `input_text()`: text box
- `input_slider()`: numeric slider
- `input_select()`: dropdown box
- `input_checkbox()`: checkbox

---
#

```r
economics %>%
  ggvis(~date, ~psavert) %>%
  layer_points(opacity := 0.2) %>%
  layer_smooths(
    span = input_slider(0.02, 0.5), 
    stroke := "red"
  )
```

<div id="plot_id992022656-container" class="ggvis-output-container">
<div id="plot_id992022656" class="ggvis-output"></div>
<div class="plot-gear-icon">
<nav class="ggvis-control">
<a class="ggvis-dropdown-toggle" title="Controls" onclick="return false;"></a>
<ul class="ggvis-dropdown">
<li>
Renderer: 
<a id="plot_id992022656_renderer_svg" class="ggvis-renderer-button" onclick="return false;" data-plot-id="plot_id992022656" data-renderer="svg">SVG</a>
 | 
<a id="plot_id992022656_renderer_canvas" class="ggvis-renderer-button" onclick="return false;" data-plot-id="plot_id992022656" data-renderer="canvas">Canvas</a>
</li>
<li>
<a id="plot_id992022656_download" class="ggvis-download" data-plot-id="plot_id992022656">Download</a>
</li>
</ul>
</nav>
</div>
</div>
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---
# Attention grabber

- ggvis grabs the R console
- you cannot do any other R commands while an interactive ggvis plot is showing
- exit by clicking on the `stop` icon on the plot panel

---

![](ggvis.png)

---
class: inverse middle 
# Your turn

![](lorikeets.png)

The values provided for the slider (0.2, 1) look like they are not ideal. Change slider bounds so that they are more appropriate for this data.

---
# Labels

```r
all_values <- function(x) {
 if (is.null(x)) return(NULL)
 paste0(names(x), ": ", format(x), collapse = " ")
}

economics %>%
  ggvis(~unemploy, ~psavert) %>%
  layer_points() %>%
  add_tooltip(all_values, "hover") 
```

---

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 "width": 576,
 "height": 288
 },
 "handlers": null
};
ggvis.getPlot("plot_id722841959").parseSpec(plot_id722841959_spec);
</script>

---
# Checkbox

```r
model_type <- input_checkbox(label = "Use loess curve",
 map = function(val) if(val) "loess" else "lm")
economics %>%
 ggvis(~date, ~psavert) %>%
 layer_points() %>%
 layer_model_predictions(
 model = model_type, 
 span = input_slider(0.02, 0.5))
```

---
#

---
class: inverse middle 
# Your turn

![](lorikeets.png)

- Convert the model input to two radio buttons
- Add a robust linear model choice, which means adding a third radio button

---
# plotly

The `plotly` package in R builds on the `ggplot2` package, adding interactive elements to these plots. It translates plots to javascript.

```r
library(plotly)
#plot_ly(economics, x = date, y = unemploy / pop)
```

---

---
# Or using ggplot2

```r
ggplot(data=economics, aes(x = date, y = unemploy / pop)) +  
        geom_point() + geom_line()
```

---

```r
ggplotly()
```

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---
---

# Still a work in progress

```r
library(GGally)
p <- ggpairs(economics[,3:6])
ggplotly(p)
```

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---
#

```r
data(canada.cities, package = "maps")
viz <- ggplot(canada.cities, aes(long, lat)) +
 borders(regions = "canada") +
 coord_equal() +
 geom_point(aes(text = name, size = pop), colour = "red", alpha = 1/2)
 ggplotly(viz)
```

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45.07","Happy Valley-Goose Bay NL pop: 6034 long: -60.4 lat: 53.34","Harbour Breton NL pop: 1856 long: -55.83 lat: 47.48","Hare Bay NL pop: 946 long: -54.02 lat: 48.85","Harriston ON pop: 2176 long: -80.88 lat: 43.92","Harrow ON pop: 3140 long: -82.92 lat: 42.03","Hastings ON pop: 1292 long: -77.95 lat: 44.3","Hauterive QC pop: 12862 long: -68.27 lat: 49.18","Havelock ON pop: 1421 long: -77.88 lat: 44.44","Havre-Saint-Pierre QC pop: 2976 long: -63.58 lat: 50.25","Hawkesbury ON pop: 12439 long: -74.6 lat: 45.62","Hay River NT pop: 3064 long: -115.75 lat: 60.86","Hearst ON pop: 4806 long: -83.67 lat: 49.7","Hebertville QC pop: 1697 long: -71.68 lat: 48.4","Hensall ON pop: 1277 long: -81.5 lat: 43.43","High Level AB pop: 3664 long: -117.13 lat: 58.52","High Prairie AB pop: 2912 long: -116.48 lat: 55.43","High River AB pop: 9941 long: -113.87 lat: 50.58","Hillsburgh ON pop: 1281 long: -80.15 lat: 43.81","Hinton AB pop: 10005 long: -117.58 lat: 53.4","Hope BC pop: 4602 long: -121.43 lat: 49.38","Hornepayne ON pop: 1403 long: -84.78 lat: 49.22","Houston BC pop: 2886 long: -126.65 lat: 54.4","Hudson Bay SK pop: 1634 long: -102.38 lat: 52.85","Humber Arm South NL pop: 1123 long: -58.18 lat: 49.07","Humboldt SK pop: 4743 long: -105.12 lat: 52.2","Huntingdon QC pop: 2876 long: -74.18 lat: 45.08","Huntsville ON pop: 8073 long: -79.22 lat: 45.32","Indian Head SK pop: 1615 long: -103.67 lat: 50.53","Ingersoll ON pop: 12093 long: -80.88 lat: 43.03","Innisfil ON pop: 7439 long: -79.64 lat: 44.26","Inuvik NT pop: 3055 long: -133.73 lat: 68.37","Invermere BC pop: 2873 long: -116.03 lat: 50.5","Inverness NS pop: 1624 long: -61.31 lat: 46.24","Iqaluit NU pop: 6364 long: -68.55 lat: 63.74","Iroquois Falls ON pop: 4286 long: -80.69 lat: 48.77","Iroquois ON pop: 1314 long: -75.32 lat: 44.85","Irricana AB pop: 1104 long: -113.62 lat: 51.32","Jarvis ON pop: 2332 long: -79.7 lat: 42.99","Jasper AB pop: 3953 long: -118.08 lat: 52.88","Joliette QC pop: 34896 long: -73.45 lat: 46.03","Kamloops BC pop: 68879 long: -120.34 lat: 50.68","Kamsack SK pop: 1846 long: -101.9 lat: 51.57","Kanata ON pop: 100433 long: -75.88 lat: 45.34","Kangerdlinerk NU pop: 2368 long: -92.12 lat: 62.82","Kapuskasing ON pop: 9358 long: -82.42 lat: 49.43","Kars ON pop: 1646 long: -84 lat: 49","Kedgwick NB pop: 1137 long: -67.33 lat: 47.63","Kelowna BC pop: 129691 long: -119.46 lat: 49.89","Kelvington SK pop: 925 long: -103.52 lat: 52.17","Kemptville ON pop: 4283 long: -75.63 lat: 45.02","Kenora ON pop: 13412 long: -94.49 lat: 49.78","Kensington PE pop: 1434 long: -63.65 lat: 46.43","Kent BC pop: 2535 long: -121.81 lat: 49.24","Kentville NS pop: 12519 long: -64.51 lat: 45.08","Kerrobert SK pop: 1021 long: -109.13 lat: 51.92","Killam AB pop: 1068 long: -111.85 lat: 52.78","Killarney MB pop: 2385 long: -99.67 lat: 49.18","Kimberley BC pop: 6518 long: -115.98 lat: 49.68","Kincardine ON pop: 6857 long: -81.63 lat: 44.17","Kindersley SK pop: 4179 long: -109.13 lat: 51.47","Kingsey Falls QC 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---
---
# Return to the RNA-Seq data

---

```r
p <- ggplot(sig.tab, aes(x=C_S1_R2, y=C_S2_R1, label=genes)) +
 geom_point(alpha=0.1) 
ggplotly(p)
```

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With a large data set it can be slow!

---
class: inverse middle 
# Your turn

![](lorikeets.png)

Find which `ggplot2` geoms are supported in plotly, and maybe one that is not?

---
# Example, using Australian elections

```r
library(eechidna)
launchApp(
  age = c("Age20_24", "Age85plus"),
  religion = c("Christianity", "Catholic", "NoReligion"),
  other = c("Unemployed", "Population", "MedianIncome")
)
```
 
---
class: inverse middle 
# Your turn
 
![](lorikeets.png)

- Go to the `plotly` [github page examples](https://github.com/ropensci/plotly/tree/master/inst/examples) and play with some of the examples.
- Take one of the ggplot2 plots we have made so far in the workshop, and add interactive labelling to it.

---
# Resources

- [ggvis](http://ggvis.rstudio.com)
- [plotly](https://plot.ly/r/getting-started/)

---
# Share and share alike

This work is licensed under the Creative Commons Attribution-Noncommercial 3.0 United States License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc/3.0/us/ or send a letter to Creative Commons, 171 Second Street, Suite 300, San Francisco, California, 94105, USA.